{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Nonlinear acoustic isotropic wave-equation operator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we show our GPU-based library can be used to easily generate acoustic pressure data. The partial differential equation (PDE) that we will be solving is the following,\n",
    "\\begin{eqnarray}\n",
    "\\left [\\mathbf{v}^{-2}(\\mathbf{x})\\frac{\\partial^2}{\\partial t^2} - \\nabla^2 \\right] \\mathbf{p}(\\mathbf{x},t) = \\mathbf{f}(\\mathbf{x},t),\n",
    "\\end{eqnarray}\n",
    "where $\\mathbf{v}$ is the subsurface acoustic-wave speed and $\\mathbf{p}$ represents the unknown wavefield caused by the source term $\\mathbf{f}$. The variables $\\mathbf{x}$ and $t$ are the spatial and temporal coordinates, respectively. The source term is often considered to be,\n",
    "\\begin{eqnarray}\n",
    "\\mathbf{f}(\\mathbf{x},t) = \\mathbf{w}(t)\\pmb{\\delta}(\\mathbf{x}-\\mathbf{x}_s),\n",
    "\\end{eqnarray}\n",
    "where $\\mathbf{x}_s$ represent the source position and $\\mathbf{w}$ is usually referred to as source wavelet."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary modules\n",
    "import os\n",
    "import genericIO\n",
    "import numpy as np\n",
    "# Plotting library\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "%matplotlib inline\n",
    "params = {\n",
    "    'image.cmap': 'gray',\n",
    "    'axes.grid': False,\n",
    "    'savefig.dpi': 300,  # to adjust notebook inline plot size\n",
    "    'axes.labelsize': 14, # fontsize for x and y labels (was 10)\n",
    "    'axes.titlesize': 14,\n",
    "    'font.size': 14, \n",
    "    'legend.fontsize': 12,\n",
    "    'xtick.labelsize': 14,\n",
    "    'ytick.labelsize': 14\n",
    "}\n",
    "matplotlib.rcParams.update(params)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wavelet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We start this example by generating the source wavelet $\\mathbf{w}$, also simply called wavelet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate wavelet \n",
    "!waveletFloatMain.py timeDelay=0.7 f1=2 f2=5 f3=8 f4=15 type=ali par=parNonlinear.p wavelet=results/waveletNonlinear.H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's read and plot the wavelet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading the wavelet\n",
    "wavelet = genericIO.defaultIO.getVector(\"results/waveletNonlinear.H\")\n",
    "waveletNd = wavelet.getNdArray()\n",
    "waveletHyper = wavelet.getHyper()\n",
    "nt = waveletHyper.getAxis(1).n\n",
    "ot = waveletHyper.getAxis(1).o\n",
    "dt = waveletHyper.getAxis(1).d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1368x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(figsize=(19,5))\n",
    "time_range = np.linspace(ot,ot+(nt-1)*dt,nt)\n",
    "plt.plot(np.linspace(ot,ot+(nt-1)*dt,nt), waveletNd)\n",
    "plt.title('Wavelet'), plt.xlabel(\"Time [s]\"), plt.ylabel(\"Amplitude\")\n",
    "ax.autoscale(enable=True, axis='x', tight=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Marmousi2 P-wave velocity model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we generate data using a 10 m sampled Marmousi2 model (Martin et al., 2006). Let's read the velocity file and plot the velocity function $\\mathbf{v}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading Marmousi model as a vector\n",
    "MarmVel = genericIO.defaultIO.getVector(\"velocityMarmousi.H\")\n",
    "MarmVelNd = MarmVel.getNdArray()\n",
    "MarmHyper = MarmVel.getHyper()\n",
    "# Getting axes' information\n",
    "oz = MarmHyper.getAxis(1).o\n",
    "dz = MarmHyper.getAxis(1).d\n",
    "nz = MarmHyper.getAxis(1).n\n",
    "ox = MarmHyper.getAxis(2).o\n",
    "dx = MarmHyper.getAxis(2).d\n",
    "nx = MarmHyper.getAxis(2).n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1368x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(19,8))\n",
    "plt.imshow(MarmVelNd.T,cmap='jet', vmin=MarmVel.min(), vmax=MarmVel.max(), \n",
    "           extent=(ox, (ox+(nx-1)*dx), (oz+(nz-1)*dz), oz),aspect=\"equal\")\n",
    "plt.title(\"Marmousi2 model\"), plt.xlabel(\"x [km]\"), plt.ylabel(\"z [km]\")\n",
    "plt.colorbar(orientation=\"horizontal\", label=\"vel [km/s]\", aspect=50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just like any finite-difference modeling code, boundary conditions must be set. In this case, we impose absorbing boundary all around this velocity model. Hence, we pad all the boundaries a buffer absorbing area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \r\n",
      "------------------------ Model padding program --------------------\r\n",
      "Original nz = 350 [samples]\r\n",
      "Original nx = 1700 [samples]\r\n",
      " \r\n",
      "zPadMinus = 100 [samples]\r\n",
      "zPadPlus = 110 [samples]\r\n",
      "xPadMinus = 100 [samples]\r\n",
      "xPadPlus = 104 [samples]\r\n",
      " \r\n",
      "blockSize = 16 [samples]\r\n",
      "FAT = 5 [samples]\r\n",
      " \r\n",
      "New nz = 570 [samples including padding and FAT]\r\n",
      "New nx = 1914 [samples including padding and FAT]\r\n",
      "-------------------------------------------------------------------\r\n",
      " \r\n"
     ]
    }
   ],
   "source": [
    "# Pad Marmousi velocity model\n",
    "!padFileGpuMain zPad=100 xPad=100 model=velocityMarmousi.H data=velocityMarmousi.pad.H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nonlinear modeling for generating shot gathers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now run the modeling script and solve the PDE written above. All the implemented scripts employ a parameter file that contains the necessary information related to the modeling or inversion considered. Let's print the one associated with this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nts=1000\r\n",
      "dts=0.008\r\n",
      "sub=12\r\n",
      "nz=570\r\n",
      "nx=1914\r\n",
      "zPadMinus=100\r\n",
      "zPadPlus=110\r\n",
      "xPadMinus=100\r\n",
      "xPadPlus=104\r\n",
      "dz=0.01\r\n",
      "dx=0.01\r\n",
      "fMax=20\r\n",
      "zSource=2\r\n",
      "xSource=1\r\n",
      "nShot=20\r\n",
      "spacingShots=85\r\n",
      "depthReceiver=2\r\n",
      "nReceiver=1700\r\n",
      "dReceiver=1\r\n",
      "oReceiver=1\r\n",
      "blockSize=16\r\n",
      "fat=5\r\n",
      "nGpu=4\r\n"
     ]
    }
   ],
   "source": [
    "# Printing parameter file for reference\n",
    "!cat parNonlinear.p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n",
      "-------------------------------------------------------------------\n",
      "---------------------------- INFO FOR GPU# 0 ----------------------\n",
      "-------------------------------------------------------------------\n",
      "Number of requested GPUs: 4\n",
      "Number of available GPUs: 4\n",
      "Id of requested GPUs: 0, 1, 2, 3\n",
      "Cuda driver version: 0\n",
      "Name: Tesla V100-PCIE-16GB\n",
      "Total global memory: 15 [GB] \n",
      "Shared memory per block: 48 [kB]\n",
      "Number of register per block: 65536\n",
      "Warp size: 32 [threads]\n",
      "Maximum pitch allowed for memory copies in bytes: 1 [GB]\n",
      "Maximum threads per block: 1024\n",
      "Maximum block dimensions: (1024, 1024, 64)\n",
      "Maximum grid dimensions: (2147483647, 65535, 65535)\n",
      "Total constant memory: 64 [kB]\n",
      "Number of streaming multiprocessors on device: 80\n",
      "Device can simultaneously perform a cudaMemcpy() and kernel execution\n",
      "Device can map host memory\n",
      "Device can support concurrent kernel\n",
      "-------------------------------------------------------------------\n",
      " \n",
      "-------------------------------------------------------------------\n",
      "------------------ Running Python nonlinear forward ---------------\n",
      "-------------------- Single precision Python code -----------------\n",
      "-------------------------------------------------------------------\n",
      "\n",
      " \n",
      "*******************************************************************\n",
      "************************ FD PARAMETERS INFO ***********************\n",
      "*******************************************************************\n",
      " \n",
      "------------------------ Coarse time sampling ---------------------\n",
      "nts = 1000 [samples], dts = 0.008 [s], ots = 0.000 [s]\n",
      "Nyquist frequency = 62.5 [Hz]\n",
      "Maximum frequency from seismic source = 20.0 [Hz]\n",
      "Total recording time = 7.992 [s]\n",
      "Subsampling = 12\n",
      " \n",
      "------------------------ Fine time sampling -----------------------\n",
      "ntw = 11989 [samples], dtw = 0.001 [s], otw = 0.000 [s]\n",
      " \n",
      "--------------------------- Vertical axis -------------------------\n",
      "nz = 350 [samples], dz = 0.01 [km], oz = 0.00 [km]\n",
      "Model thickness (area of interest) = 3.49 [km]\n",
      "Top padding = 100 [samples], bottom padding = 110 [samples]\n",
      "nz (padded) = 570 [samples], oz (padded) = -1.05 [km]\n",
      "Model thickness (padding+fat) = 4.64 [km]\n",
      " \n",
      "-------------------------- Horizontal x-axis ----------------------\n",
      "nx = 1700 [samples], dx = 0.01 [km], ox = 0.00 [km]\n",
      "Model width (area of interest) = 16.99 [km]\n",
      "Left padding = 100 [samples], right padding = 104 [samples]\n",
      "nx (padded) = 1914 [samples], ox (padded) = -1.05 [km]\n",
      "Model width (padding+fat) = 18.08 [km]\n",
      " \n",
      "---------------------- GPU kernels parameters ---------------------\n",
      "Block size in z-direction = 16 [threads/block]\n",
      "Block size in x-direction = 16 [threads/block]\n",
      "Halo size for Laplacian 10th order [FAT] = 5 [samples]\n",
      " \n",
      "---------------------- Stability and dispersion -------------------\n",
      "Courant number = 0.30 [-]\n",
      "Dispersion ratio = 7.50 [points/min wavelength]\n",
      "Minimum velocity value = 1.50 [km/s]\n",
      "Maximum velocity value = 4.50 [km/s]\n",
      "Maximum frequency without dispersion = 50.0 [Hz]\n",
      " \n",
      "*******************************************************************\n",
      " \n",
      "-------------------------------------------------------------------\n",
      "--------------------------- All done ------------------------------\n",
      "-------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Running non-linear operator to generate acoustic data\n",
    "!nonlinearPythonFloatMain.py info=1 par=parNonlinear.p model=results/waveletNonlinear.H vel=velocityMarmousi.pad.H data=results/nonlinear_data.H"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot three representative shot gathers that have been generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1368x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the data\n",
    "dataMarmNd = genericIO.defaultIO.getVector(\"results/nonlinear_data.H\").getNdArray()\n",
    "clipVal = np.percentile(np.absolute(dataMarmNd[10,:,:]),99.0)\n",
    "\n",
    "plt.figure(figsize=(19,8))\n",
    "\n",
    "plt.subplot(131), plt.title(\"Shot gather #%s\"%(0))\n",
    "plt.imshow(dataMarmNd[0,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.subplot(132), plt.title(\"Shot gather #%s\"%(10))\n",
    "plt.imshow(dataMarmNd[10,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.subplot(133), plt.title(\"Shot gather #%s\"%(20))\n",
    "plt.imshow(dataMarmNd[-1,:,:].T,aspect='auto',extent=(ox, ox+(nx-1)*dx, ot+(nt-1)*dt, ot),\n",
    "           interpolation=\"spline16\",vmin=-clipVal,vmax=clipVal)\n",
    "plt.xlabel(\"Receiver position [km]\"), plt.ylabel(\"Time [s]\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dot product test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastly, because we are mostly interested in inverse processes, it is crucial to assess the accuracy of the forward mapping against the adjoint operator. We do this using double-precision operators by running the following command:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dot-product test of forward and adjoint operators\n",
      "-------------------------------------------------\n",
      "Applying forward operator add=False\n",
      " Runs in: 7.539547920227051 seconds\n",
      "Applying adjoint operator add=False\n",
      " Runs in: 5.3234851360321045 seconds\n",
      "Dot products add=False: domain=2.585033e-03 range=2.585033e-03 \n",
      "Absolute error: 6.071532e-17\n",
      "Relative error: 2.348725e-14 \n",
      "\n",
      "Applying forward operator add=True\n",
      " Runs in: 6.190887928009033 seconds\n",
      "Applying adjoint operator add=True\n",
      " Runs in: 5.315721035003662 seconds\n",
      "Dot products add=True: domain=5.170066e-03 range=5.170066e-03 \n",
      "Absolute error: 1.431147e-16\n",
      "Relative error: 2.768140e-14 \n",
      "\n",
      "-------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "# Running dot-product test using double-precision numbers\n",
    "!nonlinearPythonDoubleMain.py par=parNonlinear.p model=results/waveletNonlinear.H vel=velocityMarmousi.pad.H data=results/nonlinear_data.H dpTest=1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
